• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Research on new multi-layer motion features effective for video recognition

Research Project

Project/Area Number 15K00249
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionMeisei University (2017)
Waseda University (2015-2016)

Principal Investigator

Ueki Kazuya  明星大学, 情報学部, 准教授 (80580638)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Keywords映像認識 / 映像検索 / モーション認識 / 多層 / CNN / TRECVID / モーション特徴 / 識別的モーション特徴 / オプティカルフロー画像
Outline of Final Research Achievements

With regard to the extraction of discriminative and highly accurate motion features with multi-layered structure, we were able to construct video retrieval system ahead of schedule by extracting the gradient motion features, specifically the optical flow features, and training them with convolutional neural networks. In addition, we evaluated our system with a large-scale video database at the TREC Video Retrieval Evaluation benchmark (TRECVID) organized by the National Institute of Standards and Technology and confirmed its effectiveness.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (10 results)

All 2018 2017 2016 2015

All Journal Article (1 results) (of which Acknowledgement Compliant: 1 results) Presentation (9 results) (of which Int'l Joint Research: 5 results)

  • [Journal Article] 映像検索におけるディープラーニング2017

    • Author(s)
      植木 一也
    • Journal Title

      日本神経回路学会誌

      Volume: Vol.24, No.1 Pages: 13-26

    • NAID

      130006832266

    • Related Report
      2016 Research-status Report
    • Acknowledgement Compliant
  • [Presentation] クエリ文を用いた詳細映像検索 -TRECVID 2017 AVSタスクの成果報告-2018

    • Author(s)
      植木 一也,平川 幸司,菊池 康太郎,小林 哲則
    • Organizer
      動的画像処理実用化ワークショップ(DIA2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] クエリ中の単語の語義絞り込みによる動画検索精度の向上2018

    • Author(s)
      平川 幸司, 菊池 康太郎,植木 一也,林 良彦,小林 哲則
    • Organizer
      言語処理学会 第24回年次大会 (NLP2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] クエリ文からの映像検索 - TRECVID 2016 AVSタスクに向けた取り組み -2017

    • Author(s)
      植木 一也,菊池 康太郎,小林 哲則
    • Organizer
      動的画像処理実利用化ワークショップ2017
    • Place of Presentation
      島根(松江)
    • Year and Date
      2017-03-09
    • Related Report
      2016 Research-status Report
  • [Presentation] Waseda_Meisei at TRECVID 2017: Ad-hoc Video Search2017

    • Author(s)
      Kazuya Ueki, Koji Hirakawa, Kotaro Kikuchi, Tetsuji Ogawa, Tetsunori Kobayashi
    • Organizer
      TRECVID 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Waseda at TRECVID 2016: Ad-hoc Video Search2016

    • Author(s)
      Kazuya Ueki, Kotaro Kikuchi, Susumu Saito, and Tetsunori Kobayashi
    • Organizer
      TRECVID 2016
    • Place of Presentation
      Gaithersburg, MD, USA
    • Year and Date
      2016-11-14
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Improving Semantic Video Indexing: Efforts in Waseda TRECVID 2015 SIN System2016

    • Author(s)
      Kazuya Ueki,Tetsunori Kobayashi
    • Organizer
      IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016)
    • Place of Presentation
      上海,中国
    • Year and Date
      2016-03-23
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] TRECVID 2015: 映像の意味索引付けの高精度化に向けた施策2016

    • Author(s)
      植木 一也,小林 哲則
    • Organizer
      動的画像処理実用化ワークショップ(DIA2016)
    • Place of Presentation
      盛岡,岩手,日本
    • Year and Date
      2016-03-07
    • Related Report
      2015 Research-status Report
  • [Presentation] Waseda at TRECVID 2015: Semantic Indexing,2015

    • Author(s)
      Kazuya Ueki,Tetsunori Kobayashi
    • Organizer
      TRECVID 2015
    • Place of Presentation
      Gaithersburg, MD, USA
    • Year and Date
      2015-11-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Multi-layer Feature Extractions for Image Classification -- Knowledge from Deep CNNs --2015

    • Author(s)
      Kazuya Ueki, Tetsunori Kobayashi
    • Organizer
      International Conference on Systems, Signals and Image Processing (IWSSIP 2015)
    • Place of Presentation
      London, UK
    • Year and Date
      2015-09-12
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi